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Quarterly Income Statements (Unaudited) - Schedule of Quarterly Condensed Income Statements (Details) - USD ($)
$ / shares in Units, $ in Thousands
 3 Months Ended 12 Months Ended
Dec. 31, 2019
Sep. 30, 2019
Jun. 30, 2019
Mar. 31, 2019
Dec. 31, 2018
Sep. 30, 2018
Jun. 30, 2018
Mar. 31, 2018
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Quarterly Financial Information Disclosure [Abstract]                      
Interest income $ 33,907 $ 34,669 $ 35,943 $ 37,206 $ 35,181 $ 24,473 $ 22,284 $ 20,177 $ 141,725 $ 102,115 $ 74,104
Interest expense 10,784 11,157 11,626 11,294 9,599 5,857 4,457 3,732 44,861 23,645 13,938
Net interest income 23,123 23,512 24,317 25,912 25,582 18,616 17,827 16,445 96,864 78,470 60,166
Provision for credit losses 659 824 357 550 1,890 1,695 700 184 2,390 4,469 (1,053)
Net interest income after provision (recapture) for credit losses 22,464 22,688 23,960 25,362 23,692 16,921 17,127 16,261 94,474 74,001 61,219
Noninterest income: 5,823 2,799 5,496 4,202 5,489 2,105 2,793 2,455 18,320 12,842 13,201
Noninterest expense 13,463 13,786 14,899 15,325 15,503 8,654 8,191 8,289 57,473 40,637 27,623
Income before income taxes 14,824 11,701 14,557 14,239 13,678 10,372 11,729 10,427 55,321 46,206 46,797
Income tax expense 4,149 3,689 4,415 3,859 4,188 2,041 2,292 1,580 16,112 10,101 21,269
Net income $ 10,675 $ 8,012 $ 10,142 $ 10,380 $ 9,490 $ 8,331 $ 9,437 $ 8,847 $ 39,209 $ 36,105 $ 25,528
Net income per share                      
Basic $ 0.53 $ 0.40 $ 0.51 $ 0.52 $ 0.48 $ 0.50 $ 0.58 $ 0.55 $ 1.96 $ 2.11 $ 1.81
Diluted $ 0.52 $ 0.39 $ 0.50 $ 0.51 $ 0.47 $ 0.48 $ 0.54 $ 0.52 $ 1.92 $ 2.01 $ 1.68